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Infectious Disease Modeling in Practice · LearnSpace
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Infectious Disease Modeling in Practice

Курс от Johns Hopkins University
Средний≈ 4.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Mathematical modeling is an increasingly widespread tool for understanding infectious disease transmission and informing public health decision making. This course provides an in depth overview of the practical uses of mathematical modeling for a range of diseases and scenarios. We cover the basic principles of infectious disease models, how models are adapted to be specific to the disease and question of interest, and important assumptions of different models. We will discuss how data informs models, how models can be used to interpret data, uncertainty in model results, and pros and cons of different modeling and analytic approaches. In each module we focus on a use case for models: evaluating potential control strategies, quantifying and comparing the transmission rate of infections, and for forecasting future disease burden. Learners will get the most out of this course if they are familiar with the basics of infectious disease epidemiology and some university level mathematics background. Those who are interested in a more basic overview of model uses in public health decision-making without the requirement for any mathematics background are recommended to view our companion course, Infectious Disease Transmission Models for Decision Makers. Learners who have a stronger quantitative background and are interested in learning to construct models themselves are suggested to consider the Infectious Disease Modeling Specialization developed by Imperial College London.

Навыки, которые вы освоите

Mathematical ModelingEpidemiologyForecastingModel EvaluationPublic HealthStatistical ModelingInfection ControlData AnalysisPublic Health and Disease PreventionPredictive ModelingHealth PolicyInfectious Diseases

Программа курса

3 модулей · 26 учебных материалов

01The Basics of Building Infectious Disease Transmission Models8 материалов

Welcome to the Course

An Introduction to Infectious Disease Modeling in PracticeВидеоCourse Guide and Technical SupportЧтение

Infectious Disease Modeling in Practice

Infectious Disease Modeling in PracticeВидео

Models of Measles Transmission

Models of Measles Transmission

Учитесь у экспертов

Dr. Amy Wesolowski, PhD

Assistant Professor

Emily Gurley, PhD, MPH

Professor of the Practice

Allison Hill

Assistant Professor

Shaun Truelove

Assistant Scientist

Infectious Disease Modeling in Practice
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Обучение на Coursera

≈ 4.4 ч

3 модулей

Язык: Английский

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Видео

Using the Susceptible-Infected-Recovered (SIR) Model to Investigate Measles Control Strategies

Modeling Vaccination and BirthsВидеоHerd ImmunityВидео

Putting These Models Into Practice

Putting These Models Into PracticeВидео

Assessments

Module 1 ExamЗадание
02Inferring Infectious Disease Transmission Rates from Outbreak Data7 материалов

Inferring Infectious Disease Transmission Rates From Outbreak Data

BackgroundВидеоQuiz: BackgroundЗаданиеIntroduction to Inferring Transmission RatesВидеоQuiz: Introduction to Inferring Transmission RatesЗаданиеMethods of Estimating Transmission MetricsВидеоQuiz: Methods of Estimating Transmission MetricЗадание

Module 2 Exam

Module 2 ExamЗадание
03Prediction of Infectious Disease: Forecasting and Scenario Projection11 материалов

Prediction of Infectious Disease: Forecasting and Scenario Projection

History and Overview of Prediction ModelingВидеоHistory and Overview of Prediction ModelingЗаданиеBuilding a Prediction ModelВидеоBuilding a Prediction ModelЗаданиеFitting and CalibrationВидеоFitting and CalibrationЗаданиеApplying Prediction Models: COVID-19ВидеоApplying Prediction Models: COVID-19ЗаданиеThe Power of Multiple Models for Prediction ModelingВидеоThe Power of Multiple Models for Prediction ModelingЗадание

Module 3 Exam

Module 3 ExamЗадание